Generalization

Detecting Dissonant Stance in Social Media: The Role of Topic Exposure EMNLP 2022 Differentially Private Learning with Margin Guarantees NeurIPS 2022 Discriminative Similarity for Data Clustering ICLR 2022 Distribution-Informed Neural Networks for Domain Adaptation Regression NeurIPS 2022 Does Momentum Change the Implicit Regularization on Separable Data? NeurIPS 2022 Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions With Superior OOD Generalization CVPR 2022 Exploiting Explainable Metrics for Augmented SGD CVPR 2022 Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability NeurIPS 2022 Fine-Grained Analysis of Stability and Generalization for Modern Meta Learning Algorithms NeurIPS 2022 GA-SAM: Gradient-Strength based Adaptive Sharpness-Aware Minimization for Improved Generalization EMNLP 2022 Generalization Analysis of Message Passing Neural Networks on Large Random Graphs NeurIPS 2022 Generalization Analysis on Learning with a Concurrent Verifier NeurIPS 2022 Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects JMLR 2022 Generalization Bounds for Data-Driven Numerical Linear Algebra COLT 2022 Generalization Bounds for Estimating Causal Effects of Continuous Treatments NeurIPS 2022 Generalization Bounds for Gradient Methods via Discrete and Continuous Prior NeurIPS 2022 Generalization Bounds via Convex Analysis COLT 2022 Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization NeurIPS 2022 High-Dimensional Projection Pursuit: Outer Bounds and Applications to Interpolation in Neural Networks COLT 2022 Learning sparse features can lead to overfitting in neural networks NeurIPS 2022 Machine Learning For Elliptic PDEs: Fast Rate Generalization Bound, Neural Scaling Law and Minimax Optimality ICLR 2022 Memorize to generalize: on the necessity of interpolation in high dimensional linear regression COLT 2022 Meta-Learning with Fewer Tasks through Task Interpolation ICLR 2022 MoCoDA: Model-based Counterfactual Data Augmentation NeurIPS 2022 Multi-class Classification from Multiple Unlabeled Datasets with Partial Risk Regularization ACML 2022